Limited role for meteorological factors on the variability in COVID-19 incidence: A retrospective study of 102 Chinese cities.

While many studies have focused on identifying the association between meteorological factors and the activity of COVID-19, we argue that the contribution of meteorological factors to a reduction of the risk of COVID-19 was minimal when the effects of control measures were taken into account. In thi...

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Published in:PLOS Neglected Tropical Diseases
Main Authors: Ka Chun Chong, Jinjun Ran, Steven Yuk Fai Lau, William Bernard Goggins, Shi Zhao, Pin Wang, Linwei Tian, Maggie Haitian Wang, Kirran N Mohammad, Lai Wei, Xi Xiong, Hengyan Liu, Paul Kay Sheung Chan, Huwen Wang, Yawen Wang, Jingxuan Wang
Format: Article in Journal/Newspaper
Language:English
Published: Public Library of Science (PLoS) 2021
Subjects:
Online Access:https://doi.org/10.1371/journal.pntd.0009056
https://doaj.org/article/47fdd27d2af04b148a7977cd3066e337
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spelling ftdoajarticles:oai:doaj.org/article:47fdd27d2af04b148a7977cd3066e337 2023-05-15T15:10:23+02:00 Limited role for meteorological factors on the variability in COVID-19 incidence: A retrospective study of 102 Chinese cities. Ka Chun Chong Jinjun Ran Steven Yuk Fai Lau William Bernard Goggins Shi Zhao Pin Wang Linwei Tian Maggie Haitian Wang Kirran N Mohammad Lai Wei Xi Xiong Hengyan Liu Paul Kay Sheung Chan Huwen Wang Yawen Wang Jingxuan Wang 2021-02-01T00:00:00Z https://doi.org/10.1371/journal.pntd.0009056 https://doaj.org/article/47fdd27d2af04b148a7977cd3066e337 EN eng Public Library of Science (PLoS) https://doi.org/10.1371/journal.pntd.0009056 https://doaj.org/toc/1935-2727 https://doaj.org/toc/1935-2735 1935-2727 1935-2735 doi:10.1371/journal.pntd.0009056 https://doaj.org/article/47fdd27d2af04b148a7977cd3066e337 PLoS Neglected Tropical Diseases, Vol 15, Iss 2, p e0009056 (2021) Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 article 2021 ftdoajarticles https://doi.org/10.1371/journal.pntd.0009056 2022-12-31T11:50:06Z While many studies have focused on identifying the association between meteorological factors and the activity of COVID-19, we argue that the contribution of meteorological factors to a reduction of the risk of COVID-19 was minimal when the effects of control measures were taken into account. In this study, we assessed how much variability in COVID-19 activity is attributable to city-level socio-demographic characteristics, meteorological factors, and the control measures imposed. We obtained the daily incidence of COVID-19, city-level characteristics, and meteorological data from a total of 102 cities situated in 27 provinces/municipalities outside Hubei province in China from 1 January 2020 to 8 March 2020, which largely covers almost the first wave of the epidemic. Generalized linear mixed effect models were employed to examine the variance in the incidence of COVID-19 explained by different combinations of variables. According to the results, including the control measure effects in a model substantially raised the explained variance to 45%, which increased by >40% compared to the null model that did not include any covariates. On top of that, including temperature and relative humidity in the model could only result in < 1% increase in the explained variance even though the meteorological factors showed a statistically significant association with the incidence rate of COVID-19. In conclusion, we showed that very limited variability of the COVID-19 incidence was attributable to meteorological factors. Instead, the control measures could explain a larger proportion of variance. Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic PLOS Neglected Tropical Diseases 15 2 e0009056
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Arctic medicine. Tropical medicine
RC955-962
Public aspects of medicine
RA1-1270
spellingShingle Arctic medicine. Tropical medicine
RC955-962
Public aspects of medicine
RA1-1270
Ka Chun Chong
Jinjun Ran
Steven Yuk Fai Lau
William Bernard Goggins
Shi Zhao
Pin Wang
Linwei Tian
Maggie Haitian Wang
Kirran N Mohammad
Lai Wei
Xi Xiong
Hengyan Liu
Paul Kay Sheung Chan
Huwen Wang
Yawen Wang
Jingxuan Wang
Limited role for meteorological factors on the variability in COVID-19 incidence: A retrospective study of 102 Chinese cities.
topic_facet Arctic medicine. Tropical medicine
RC955-962
Public aspects of medicine
RA1-1270
description While many studies have focused on identifying the association between meteorological factors and the activity of COVID-19, we argue that the contribution of meteorological factors to a reduction of the risk of COVID-19 was minimal when the effects of control measures were taken into account. In this study, we assessed how much variability in COVID-19 activity is attributable to city-level socio-demographic characteristics, meteorological factors, and the control measures imposed. We obtained the daily incidence of COVID-19, city-level characteristics, and meteorological data from a total of 102 cities situated in 27 provinces/municipalities outside Hubei province in China from 1 January 2020 to 8 March 2020, which largely covers almost the first wave of the epidemic. Generalized linear mixed effect models were employed to examine the variance in the incidence of COVID-19 explained by different combinations of variables. According to the results, including the control measure effects in a model substantially raised the explained variance to 45%, which increased by >40% compared to the null model that did not include any covariates. On top of that, including temperature and relative humidity in the model could only result in < 1% increase in the explained variance even though the meteorological factors showed a statistically significant association with the incidence rate of COVID-19. In conclusion, we showed that very limited variability of the COVID-19 incidence was attributable to meteorological factors. Instead, the control measures could explain a larger proportion of variance.
format Article in Journal/Newspaper
author Ka Chun Chong
Jinjun Ran
Steven Yuk Fai Lau
William Bernard Goggins
Shi Zhao
Pin Wang
Linwei Tian
Maggie Haitian Wang
Kirran N Mohammad
Lai Wei
Xi Xiong
Hengyan Liu
Paul Kay Sheung Chan
Huwen Wang
Yawen Wang
Jingxuan Wang
author_facet Ka Chun Chong
Jinjun Ran
Steven Yuk Fai Lau
William Bernard Goggins
Shi Zhao
Pin Wang
Linwei Tian
Maggie Haitian Wang
Kirran N Mohammad
Lai Wei
Xi Xiong
Hengyan Liu
Paul Kay Sheung Chan
Huwen Wang
Yawen Wang
Jingxuan Wang
author_sort Ka Chun Chong
title Limited role for meteorological factors on the variability in COVID-19 incidence: A retrospective study of 102 Chinese cities.
title_short Limited role for meteorological factors on the variability in COVID-19 incidence: A retrospective study of 102 Chinese cities.
title_full Limited role for meteorological factors on the variability in COVID-19 incidence: A retrospective study of 102 Chinese cities.
title_fullStr Limited role for meteorological factors on the variability in COVID-19 incidence: A retrospective study of 102 Chinese cities.
title_full_unstemmed Limited role for meteorological factors on the variability in COVID-19 incidence: A retrospective study of 102 Chinese cities.
title_sort limited role for meteorological factors on the variability in covid-19 incidence: a retrospective study of 102 chinese cities.
publisher Public Library of Science (PLoS)
publishDate 2021
url https://doi.org/10.1371/journal.pntd.0009056
https://doaj.org/article/47fdd27d2af04b148a7977cd3066e337
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source PLoS Neglected Tropical Diseases, Vol 15, Iss 2, p e0009056 (2021)
op_relation https://doi.org/10.1371/journal.pntd.0009056
https://doaj.org/toc/1935-2727
https://doaj.org/toc/1935-2735
1935-2727
1935-2735
doi:10.1371/journal.pntd.0009056
https://doaj.org/article/47fdd27d2af04b148a7977cd3066e337
op_doi https://doi.org/10.1371/journal.pntd.0009056
container_title PLOS Neglected Tropical Diseases
container_volume 15
container_issue 2
container_start_page e0009056
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